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The results reveal that certain immune activity scores pattern such as high nature killer (NK) cell, T cell, macrophage, T helper type 1 (Th1) cell, and dendritic cell recruiting scores in BLCA, low NK cell, CD8 T cell, macrophage, T cell, Th1 cell recruiting scores in KIRC have a favorable clinical outcome comparing to other subtypes. Also, It is remarkable that a relatively small subtype of patients has a poor clinical prognosis in PRAD and this subtype features high CD4 T cell, macrophage, T cell, and regulatory T cell recruiting scores.